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clarify: Simulation-Based Inference for Regression Models

Performs simulation-based inference as an alternative to the delta method for obtaining valid confidence intervals and p-values for regression post-estimation quantities, such as average marginal effects and predictions at representative values. This framework for simulation-based inference is especially useful when the resulting quantity is not normally distributed and the delta method approximation fails. The methodology is described in King, Tomz, and Wittenberg (2000) <doi:10.2307/2669316>. 'clarify' is meant to replace some of the functionality of the archived package 'Zelig'; see the vignette "Translating Zelig to clarify" for replicating this functionality.

Version: 0.2.1
Depends: R (≥ 3.5.0)
Imports: ggplot2 (≥ 3.4.0), pbapply (≥ 1.7-0), chk (≥ 0.9.0), rlang (≥ 1.0.6), insight (≥ 0.19.11), marginaleffects (≥ 0.20.0), mvnfast (≥ 0.2.6)
Suggests: testthat (≥ 3.0.0), MatchIt (≥ 4.0.0), parallel, knitr, rmarkdown, Amelia, MASS, betareg, survey, estimatr, fixest, logistf, geepack, rms, robustbase, robust, AER, ivreg, mgcv, sandwich
Published: 2024-05-30
DOI: 10.32614/CRAN.package.clarify
Author: Noah Greifer ORCID iD [aut, cre], Steven Worthington ORCID iD [aut], Stefano Iacus ORCID iD [aut], Gary King ORCID iD [aut]
Maintainer: Noah Greifer <ngreifer at iq.harvard.edu>
BugReports: https://github.com/iqss/clarify/issues
License: GPL (≥ 3)
URL: https://github.com/iqss/clarify, https://iqss.github.io/clarify/
NeedsCompilation: no
Materials: README NEWS
CRAN checks: clarify results

Documentation:

Reference manual: clarify.pdf
Vignettes: Translating Zelig to clarify
clarify

Downloads:

Package source: clarify_0.2.1.tar.gz
Windows binaries: r-devel: clarify_0.2.1.zip, r-release: clarify_0.2.1.zip, r-oldrel: clarify_0.2.1.zip
macOS binaries: r-release (arm64): clarify_0.2.1.tgz, r-oldrel (arm64): clarify_0.2.1.tgz, r-release (x86_64): clarify_0.2.1.tgz, r-oldrel (x86_64): clarify_0.2.1.tgz
Old sources: clarify archive

Reverse dependencies:

Reverse suggests: marginaleffects

Linking:

Please use the canonical form https://CRAN.R-project.org/package=clarify to link to this page.

These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.
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